Laser & Optoelectronics Progress, Volume. 61, Issue 22, 2215002(2024)

External Parameter Calibration of Lidar and Camera Based on Line Feature

Wang Zheng1, Hongfei Yu1, and Jin Lü2、*
Author Affiliations
  • 1School of Artificial Intelligence and Software, Liaoning Petrochemical University, Fushun 113000, Liaoning , China
  • 2Neusoft Reach Automotive Technology (Shenyang) Co., Ltd., Shenyang 110179, Liaoning , China
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    Figures & Tables(8)
    System architecture diagram
    Segmentation results. (a) RGB images; (b) segmentation results based on PIDNet; (c) line feature binarization masks
    Flowchart of extracting lane line point cloud with clutter from original point cloud
    Comparison of segmentation results for box selector based on BiSeNet-V2 and PIDNet. (a) RGB images; (b) segmentation results based on BiSeNet-V2; (c) segmentation results based on PIDNet
    Experimental results of proposed algorithm on real vehicle dataset. (a) RGB images; (b) point cloud projection after adding rotational and translation error; (c) point cloud projection after calibration
    • Table 1. Error of proposed algorithm on different sequence data

      View table

      Table 1. Error of proposed algorithm on different sequence data

      SequenceTranslation absolute error /mRotation absolute error /(°)
      exeyezet¯erollepitcheyawer¯
      10.0360.0280.0420.0350.1050.5910.1360.277
      20.0250.0410.0230.0300.0190.3020.1370.153
      30.0360.0310.0330.0330.0680.4690.2450.261
      40.0310.0350.0360.0340.0670.5560.1810.268
      50.0250.0260.0330.0280.1330.4850.1970.272
      60.0330.0270.0350.0320.1780.6050.1070.297
      70.0300.0310.0370.0330.0820.7470.1310.320
    • Table 2. Error comparison between different methods

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      Table 2. Error comparison between different methods

      MethodTranslation absolute error /mRotation absolute error /(°)
      exeyezet¯erollepitcheyawer¯
      CRLF140.0180.0690.0150.0340.3220.6130.3950.443
      Method in Ref. [150.0330.0610.0420.0450.1730.2970.3250.265
      Method in Ref. [160.0420.0360.0330.0370.3810.5420.3440.422
      Method in Ref. [180.0340.414
      Proposed method0.0310.0310.0340.0320.0930.5360.1620.264
    • Table 3. Comparison of running time for different methods

      View table

      Table 3. Comparison of running time for different methods

      MethodImage feature extractionLidar feature extractionCalibrationTotal
      CRLF140.0140.1961.1231.333
      Method in Ref. [1814.22514.225
      Proposed method0.0430.8370.5361.416
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    Wang Zheng, Hongfei Yu, Jin Lü. External Parameter Calibration of Lidar and Camera Based on Line Feature[J]. Laser & Optoelectronics Progress, 2024, 61(22): 2215002

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    Paper Information

    Category: Machine Vision

    Received: --

    Accepted: Mar. 18, 2024

    Published Online: Nov. 15, 2024

    The Author Email: Jin Lü (xiaojin243@163.com)

    DOI:10.3788/LOP240492

    CSTR:32186.14.LOP240492

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